Overview
Dataset statistics
| Number of variables | 54 |
|---|---|
| Number of observations | 768 |
| Missing cells | 1079 |
| Missing cells (%) | 2.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 870.8 KiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Categorical | 29 |
|---|---|
| DateTime | 2 |
| Numeric | 22 |
| Boolean | 1 |
Dataset
| Description | JHB_DPHRU_013 - Quality-corrected harmonized data |
|---|---|
| Creator | RP2 Clinical Data Quality Team |
| Author | Quality-Checked Data |
| URL | HEAT Research Projects |
Variable descriptions
| Age (at enrolment) | Patient age at study enrollment |
|---|---|
| Sex | Biological sex |
| Race | Racial/ethnic group |
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count (missing codes removed) |
| HIV viral load (copies/mL) | HIV RNA copies per mL (missing codes removed) |
| Antiretroviral Therapy Status | Current ART status |
| BMI (kg/m²) | Body Mass Index (extreme values removed) |
| Waist circumference (cm) | Waist circumference (corrected from mm to cm) |
| weight_kg | Body weight in kilograms |
| height_m | Height in meters |
| Hematocrit (%) | Hematocrit (zero values removed) |
| hemoglobin_g_dL | Hemoglobin concentration |
| White blood cell count (×10³/µL) | Total WBC count |
| Red blood cell count (×10⁶/µL) | Total RBC count |
| Platelet count (×10³/µL) | Platelet count (missing codes removed) |
| MCV (MEAN CELL VOLUME) | Mean corpuscular volume |
| mch_pg | Mean corpuscular hemoglobin |
| mchc_g_dL | Mean corpuscular hemoglobin concentration |
| RDW | Red cell distribution width |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count (corrected labeling) |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count (corrected labeling) |
| Monocyte count (×10⁹/L) | Monocyte absolute count (corrected labeling) |
| Eosinophil count (×10⁹/L) | Eosinophil absolute count (corrected labeling) |
| Basophil count (×10⁹/L) | Basophil absolute count (corrected labeling) |
| ALT (U/L) | Alanine aminotransferase (missing codes removed) |
| AST (U/L) | Aspartate aminotransferase |
| Alkaline phosphatase (U/L) | Alkaline phosphatase |
| Total bilirubin (mg/dL) | Total bilirubin |
| Albumin (g/dL) | Serum albumin |
| Total protein (g/dL) | Total serum protein |
| creatinine_umol_L | Serum creatinine |
| creatinine clearance | Estimated creatinine clearance |
| Sodium (mEq/L) | Serum sodium |
| Potassium (mEq/L) | Serum potassium |
| fasting_glucose_mmol_L | Fasting blood glucose |
| total_cholesterol_mg_dL | Total cholesterol |
| hdl_cholesterol_mg_dL | HDL cholesterol |
| ldl_cholesterol_mg_dL | LDL cholesterol |
| Triglycerides (mg/dL) | Triglycerides |
| systolic_bp_mmHg | Systolic blood pressure |
| diastolic_bp_mmHg | Diastolic blood pressure |
| heart_rate_bpm | Heart rate (zero values removed) |
| Respiratory rate (breaths/min) | Respiratory rate |
| Oxygen saturation (%) | Oxygen saturation |
| body_temperature_celsius | Body temperature |
| climate_daily_mean_temp | Daily mean temperature |
| climate_daily_max_temp | Daily maximum temperature |
| climate_temp_anomaly | Temperature anomaly from baseline |
| climate_heat_day_p90 | Heat day indicator (>90th percentile) |
| climate_heat_stress_index | Heat stress index |
| cd4_correction_applied | Quality flag: CD4 missing codes removed |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circ unit corrected |
| sa_biomarker_standards | South African biomarker reference standards |
study_source has constant value "JHB_DPHRU_013" | Constant |
latitude has constant value "-26.2041" | Constant |
longitude has constant value "28.0473" | Constant |
jhb_subregion has constant value "Central_JHB" | Constant |
city has constant value "Johannesburg" | Constant |
province has constant value "Gauteng" | Constant |
country has constant value "South Africa" | Constant |
coordinate_source has constant value "JHB_DPHRU_013" | Constant |
coordinate_precision has constant value "high" | Constant |
geographic_source has constant value "harmonized_datasets" | Constant |
HEAT_VULNERABILITY_SCORE has constant value "0.0" | Constant |
HEAT_STRESS_RISK_CATEGORY has constant value "LOW" | Constant |
johannesburg_metro_valid has constant value "1.0" | Constant |
study_site_location has constant value "Central Johannesburg (DPHRU)" | Constant |
climate_heat_day_p95 has constant value "0.0" | Constant |
climate_p90_threshold has constant value "28.409" | Constant |
climate_p95_threshold has constant value "29.704" | Constant |
climate_p99_threshold has constant value "31.797" | Constant |
sa_biomarker_standards has constant value "1.0" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
total_protein_extreme_flag has constant value "0.0" | Constant |
dphru_053_final_corrections_applied has constant value "0.0" | Constant |
ezin_002_final_corrections_applied has constant value "0.0" | Constant |
quality_harmonization_version has constant value "2.0" | Constant |
BMI (kg/m²) is highly overall correlated with Waist circumference (cm) and 1 other fields | High correlation |
FASTING HDL is highly overall correlated with climate_heat_day_p90 and 2 other fields | High correlation |
FASTING LDL is highly overall correlated with climate_heat_day_p90 and 2 other fields | High correlation |
Waist circumference (cm) is highly overall correlated with BMI (kg/m²) and 3 other fields | High correlation |
climate_14d_mean_temp is highly overall correlated with climate_30d_mean_temp and 8 other fields | High correlation |
climate_30d_mean_temp is highly overall correlated with climate_14d_mean_temp and 8 other fields | High correlation |
climate_7d_max_temp is highly overall correlated with climate_30d_mean_temp and 7 other fields | High correlation |
climate_7d_mean_temp is highly overall correlated with climate_14d_mean_temp and 9 other fields | High correlation |
climate_daily_max_temp is highly overall correlated with climate_daily_mean_temp and 8 other fields | High correlation |
climate_daily_mean_temp is highly overall correlated with climate_14d_mean_temp and 9 other fields | High correlation |
climate_daily_min_temp is highly overall correlated with climate_14d_mean_temp and 9 other fields | High correlation |
climate_heat_day_p90 is highly overall correlated with FASTING HDL and 10 other fields | High correlation |
climate_heat_stress_index is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_season is highly overall correlated with climate_14d_mean_temp and 12 other fields | High correlation |
climate_standardized_anomaly is highly overall correlated with climate_daily_max_temp and 5 other fields | High correlation |
climate_temp_anomaly is highly overall correlated with climate_14d_mean_temp and 10 other fields | High correlation |
hdl_cholesterol_mg_dL is highly overall correlated with FASTING HDL and 2 other fields | High correlation |
height_m is highly overall correlated with climate_heat_day_p90 and 1 other fields | High correlation |
ldl_cholesterol_mg_dL is highly overall correlated with FASTING LDL and 2 other fields | High correlation |
month is highly overall correlated with climate_7d_mean_temp and 5 other fields | High correlation |
season is highly overall correlated with climate_14d_mean_temp and 12 other fields | High correlation |
total_cholesterol_mg_dL is highly overall correlated with FASTING HDL and 4 other fields | High correlation |
waist_circ_unit_correction_applied is highly overall correlated with Waist circumference (cm) and 14 other fields | High correlation |
weight_kg is highly overall correlated with BMI (kg/m²) and 3 other fields | High correlation |
year is highly overall correlated with climate_14d_mean_temp and 7 other fields | High correlation |
climate_heat_day_p90 is highly imbalanced (98.6%) | Imbalance |
Age (at enrolment) has 14 (1.8%) missing values | Missing |
FASTING HDL has 58 (7.6%) missing values | Missing |
FASTING LDL has 58 (7.6%) missing values | Missing |
Waist circumference (cm) has 205 (26.7%) missing values | Missing |
fasting_glucose_mmol_L has 32 (4.2%) missing values | Missing |
total_cholesterol_mg_dL has 59 (7.7%) missing values | Missing |
hdl_cholesterol_mg_dL has 58 (7.6%) missing values | Missing |
ldl_cholesterol_mg_dL has 58 (7.6%) missing values | Missing |
weight_kg has 205 (26.7%) missing values | Missing |
height_m has 331 (43.1%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-24 22:05:46.939512 |
|---|---|
| Analysis finished | 2025-11-24 22:06:05.227604 |
| Duration | 18.29 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
study_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.5 KiB |
| JHB_DPHRU_013 |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_DPHRU_013 |
|---|---|
| 2nd row | JHB_DPHRU_013 |
| 3rd row | JHB_DPHRU_013 |
| 4th row | JHB_DPHRU_013 |
| 5th row | JHB_DPHRU_013 |
Common Values
| Value | Count | Frequency (%) |
| JHB_DPHRU_013 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_dphru_013 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 1536 | |
| _ | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 | |
| 0 | 768 | |
| 1 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6144 | |
| Decimal Number | 2304 | 23.1% |
| Connector Punctuation | 1536 | 15.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 768 | |
| 1 | 768 | |
| 3 | 768 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1536 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6144 | |
| Common | 3840 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 |
Common
| Value | Count | Frequency (%) |
| _ | 1536 | |
| 0 | 768 | |
| 1 | 768 | |
| 3 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9984 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 1536 | |
| _ | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 | |
| 0 | 768 | |
| 1 | 768 |
primary_date
Date
| Distinct | 232 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.0 KiB |
| Minimum | 2011-02-10 00:00:00 |
|---|---|
| Maximum | 2013-06-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
year
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| 2011.0 | |
|---|---|
| 2012.0 | |
| 2013.0 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2011.0 |
|---|---|
| 2nd row | 2011.0 |
| 3rd row | 2012.0 |
| 4th row | 2012.0 |
| 5th row | 2013.0 |
Common Values
| Value | Count | Frequency (%) |
| 2011.0 | 446 | |
| 2012.0 | 195 | |
| 2013.0 | 127 | 16.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2011.0 | 446 | |
| 2012.0 | 195 | |
| 2013.0 | 127 | 16.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| 1 | 1214 | |
| 2 | 963 | |
| . | 768 | |
| 3 | 127 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3840 | |
| Other Punctuation | 768 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| 1 | 1214 | |
| 2 | 963 | |
| 3 | 127 | 3.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4608 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| 1 | 1214 | |
| 2 | 963 | |
| . | 768 | |
| 3 | 127 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| 1 | 1214 | |
| 2 | 963 | |
| . | 768 | |
| 3 | 127 | 2.8% |
month
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.171875 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.6502595 |
|---|---|
| Coefficient of variation (CV) | 0.51243688 |
| Kurtosis | -0.49910842 |
| Mean | 5.171875 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.79268233 |
| Sum | 3972 |
| Variance | 7.0238755 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 4 | 173 | |
| 5 | 143 | |
| 3 | 129 | |
| 2 | 92 | |
| 8 | 78 | |
| 10 | 46 | 6.0% |
| 9 | 40 | 5.2% |
| 11 | 34 | 4.4% |
| 6 | 24 | 3.1% |
| 1 | 6 | 0.8% |
| Other values (2) | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.8% |
| 2 | 92 | |
| 3 | 129 | |
| 4 | 173 | |
| 5 | 143 | |
| 6 | 24 | 3.1% |
| 7 | 2 | 0.3% |
| 8 | 78 | |
| 9 | 40 | 5.2% |
| 10 | 46 | 6.0% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 11 | 34 | 4.4% |
| 10 | 46 | 6.0% |
| 9 | 40 | 5.2% |
| 8 | 78 | |
| 7 | 2 | 0.3% |
| 6 | 24 | 3.1% |
| 5 | 143 | |
| 4 | 173 | |
| 3 | 129 |
season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| Autumn | |
|---|---|
| Spring | |
| Winter | |
| Summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Summer |
|---|---|
| 2nd row | Autumn |
| 3rd row | Summer |
| 4th row | Autumn |
| 5th row | Autumn |
Common Values
| Value | Count | Frequency (%) |
| Autumn | 445 | |
| Spring | 120 | 15.6% |
| Winter | 104 | 13.5% |
| Summer | 99 | 12.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| autumn | 445 | |
| spring | 120 | 15.6% |
| winter | 104 | 13.5% |
| summer | 99 | 12.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3840 | |
| Uppercase Letter | 768 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| r | 323 | 8.4% |
| i | 224 | 5.8% |
| e | 203 | 5.3% |
| p | 120 | 3.1% |
| g | 120 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 445 | |
| S | 219 | |
| W | 104 | 13.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4608 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
latitude
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.8 KiB |
| -26.2041 |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -26.2041 |
|---|---|
| 2nd row | -26.2041 |
| 3rd row | -26.2041 |
| 4th row | -26.2041 |
| 5th row | -26.2041 |
Common Values
| Value | Count | Frequency (%) |
| -26.2041 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 26.2041 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1536 | |
| - | 768 | |
| 6 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 1 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4608 | |
| Dash Punctuation | 768 | 12.5% |
| Other Punctuation | 768 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1536 | |
| 6 | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 1 | 768 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6144 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1536 | |
| - | 768 | |
| 6 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 1 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6144 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1536 | |
| - | 768 | |
| 6 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 1 | 768 |
longitude
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.0 KiB |
| 28.0473 |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.0473 |
|---|---|
| 2nd row | 28.0473 |
| 3rd row | 28.0473 |
| 4th row | 28.0473 |
| 5th row | 28.0473 |
Common Values
| Value | Count | Frequency (%) |
| 28.0473 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.0473 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 7 | 768 | |
| 3 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4608 | |
| Other Punctuation | 768 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 7 | 768 | |
| 3 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5376 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 7 | 768 | |
| 3 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5376 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 0 | 768 | |
| 4 | 768 | |
| 7 | 768 | |
| 3 | 768 |
jhb_subregion
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.0 KiB |
| Central_JHB |
|---|
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Central_JHB |
|---|---|
| 2nd row | Central_JHB |
| 3rd row | Central_JHB |
| 4th row | Central_JHB |
| 5th row | Central_JHB |
Common Values
| Value | Count | Frequency (%) |
| Central_JHB | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| central_jhb | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 768 | |
| e | 768 | |
| n | 768 | |
| t | 768 | |
| r | 768 | |
| a | 768 | |
| l | 768 | |
| _ | 768 | |
| J | 768 | |
| H | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4608 | |
| Uppercase Letter | 3072 | |
| Connector Punctuation | 768 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 768 | |
| n | 768 | |
| t | 768 | |
| r | 768 | |
| a | 768 | |
| l | 768 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 768 | |
| J | 768 | |
| H | 768 | |
| B | 768 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7680 | |
| Common | 768 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 768 | |
| e | 768 | |
| n | 768 | |
| t | 768 | |
| r | 768 | |
| a | 768 | |
| l | 768 | |
| J | 768 | |
| H | 768 | |
| B | 768 |
Common
| Value | Count | Frequency (%) |
| _ | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8448 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 768 | |
| e | 768 | |
| n | 768 | |
| t | 768 | |
| r | 768 | |
| a | 768 | |
| l | 768 | |
| _ | 768 | |
| J | 768 | |
| H | 768 |
city
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.8 KiB |
| Johannesburg |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Johannesburg |
|---|---|
| 2nd row | Johannesburg |
| 3rd row | Johannesburg |
| 4th row | Johannesburg |
| 5th row | Johannesburg |
Common Values
| Value | Count | Frequency (%) |
| Johannesburg | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| johannesburg | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1536 | |
| J | 768 | |
| o | 768 | |
| h | 768 | |
| a | 768 | |
| e | 768 | |
| s | 768 | |
| b | 768 | |
| u | 768 | |
| r | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8448 | |
| Uppercase Letter | 768 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1536 | |
| o | 768 | |
| h | 768 | |
| a | 768 | |
| e | 768 | |
| s | 768 | |
| b | 768 | |
| u | 768 | |
| r | 768 | |
| g | 768 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9216 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1536 | |
| J | 768 | |
| o | 768 | |
| h | 768 | |
| a | 768 | |
| e | 768 | |
| s | 768 | |
| b | 768 | |
| u | 768 | |
| r | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1536 | |
| J | 768 | |
| o | 768 | |
| h | 768 | |
| a | 768 | |
| e | 768 | |
| s | 768 | |
| b | 768 | |
| u | 768 | |
| r | 768 |
province
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.0 KiB |
| Gauteng |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gauteng |
|---|---|
| 2nd row | Gauteng |
| 3rd row | Gauteng |
| 4th row | Gauteng |
| 5th row | Gauteng |
Common Values
| Value | Count | Frequency (%) |
| Gauteng | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gauteng | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 768 | |
| a | 768 | |
| u | 768 | |
| t | 768 | |
| e | 768 | |
| n | 768 | |
| g | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4608 | |
| Uppercase Letter | 768 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 768 | |
| u | 768 | |
| t | 768 | |
| e | 768 | |
| n | 768 | |
| g | 768 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5376 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 768 | |
| a | 768 | |
| u | 768 | |
| t | 768 | |
| e | 768 | |
| n | 768 | |
| g | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5376 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 768 | |
| a | 768 | |
| u | 768 | |
| t | 768 | |
| e | 768 | |
| n | 768 | |
| g | 768 |
country
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.8 KiB |
| South Africa |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | South Africa |
|---|---|
| 2nd row | South Africa |
| 3rd row | South Africa |
| 4th row | South Africa |
| 5th row | South Africa |
Common Values
| Value | Count | Frequency (%) |
| South Africa | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| south | 768 | |
| africa | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 768 | |
| o | 768 | |
| u | 768 | |
| t | 768 | |
| h | 768 | |
| 768 | ||
| A | 768 | |
| f | 768 | |
| r | 768 | |
| i | 768 | |
| Other values (2) | 1536 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6912 | |
| Uppercase Letter | 1536 | 16.7% |
| Space Separator | 768 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 768 | |
| u | 768 | |
| t | 768 | |
| h | 768 | |
| f | 768 | |
| r | 768 | |
| i | 768 | |
| c | 768 | |
| a | 768 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 768 | |
| A | 768 |
Space Separator
| Value | Count | Frequency (%) |
| 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8448 | |
| Common | 768 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 768 | |
| o | 768 | |
| u | 768 | |
| t | 768 | |
| h | 768 | |
| A | 768 | |
| f | 768 | |
| r | 768 | |
| i | 768 | |
| c | 768 |
Common
| Value | Count | Frequency (%) |
| 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 768 | |
| o | 768 | |
| u | 768 | |
| t | 768 | |
| h | 768 | |
| 768 | ||
| A | 768 | |
| f | 768 | |
| r | 768 | |
| i | 768 | |
| Other values (2) | 1536 |
| Distinct | 183 |
|---|---|
| Distinct (%) | 24.3% |
| Missing | 14 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.533554 |
| Minimum | 18.1 |
|---|---|
| Maximum | 51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 18.1 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 27.85 |
| median | 33.95 |
| Q3 | 39 |
| 95-th percentile | 46 |
| Maximum | 51 |
| Range | 32.9 |
| Interquartile range (IQR) | 11.15 |
Descriptive statistics
| Standard deviation | 7.3527855 |
|---|---|
| Coefficient of variation (CV) | 0.21926651 |
| Kurtosis | -0.80768914 |
| Mean | 33.533554 |
| Median Absolute Deviation (MAD) | 5.95 |
| Skewness | 0.055500259 |
| Sum | 25284.3 |
| Variance | 54.063454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 32 | 4.2% |
| 34 | 31 | 4.0% |
| 39 | 31 | 4.0% |
| 37 | 29 | 3.8% |
| 30 | 27 | 3.5% |
| 31 | 25 | 3.3% |
| 38 | 23 | 3.0% |
| 41 | 22 | 2.9% |
| 26 | 21 | 2.7% |
| 35 | 21 | 2.7% |
| Other values (173) | 492 |
| Value | Count | Frequency (%) |
| 18.1 | 1 | 0.1% |
| 18.8 | 1 | 0.1% |
| 19 | 3 | 0.4% |
| 19.3 | 1 | 0.1% |
| 19.4 | 2 | 0.3% |
| 19.5 | 1 | 0.1% |
| 19.6 | 1 | 0.1% |
| 20 | 9 | |
| 20.1 | 1 | 0.1% |
| 20.6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 51 | 1 | 0.1% |
| 50 | 3 | 0.4% |
| 49.1 | 1 | 0.1% |
| 49 | 5 | |
| 48 | 8 | |
| 47.9 | 1 | 0.1% |
| 47.2 | 1 | 0.1% |
| 47 | 10 | |
| 46.6 | 1 | 0.1% |
| 46.4 | 1 | 0.1% |
date
Date
| Distinct | 232 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.0 KiB |
| Minimum | 2011-02-10 00:00:00 |
|---|---|
| Maximum | 2013-06-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
FASTING HDL
Real number (ℝ)
High correlation Missing
| Distinct | 174 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 58 |
| Missing (%) | 7.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1211127 |
| Minimum | 0.28 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0.28 |
|---|---|
| 5-th percentile | 0.51 |
| Q1 | 0.83 |
| median | 1.07 |
| Q3 | 1.37 |
| 95-th percentile | 1.8855 |
| Maximum | 3.7 |
| Range | 3.42 |
| Interquartile range (IQR) | 0.54 |
Descriptive statistics
| Standard deviation | 0.44352229 |
|---|---|
| Coefficient of variation (CV) | 0.39560902 |
| Kurtosis | 4.4712255 |
| Mean | 1.1211127 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | 1.2913394 |
| Sum | 795.99 |
| Variance | 0.19671202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 13 | 1.7% |
| 1.04 | 13 | 1.7% |
| 0.85 | 13 | 1.7% |
| 0.93 | 13 | 1.7% |
| 1.1 | 13 | 1.7% |
| 1.18 | 11 | 1.4% |
| 0.95 | 11 | 1.4% |
| 1 | 10 | 1.3% |
| 0.84 | 10 | 1.3% |
| 0.87 | 9 | 1.2% |
| Other values (164) | 594 | |
| (Missing) | 58 | 7.6% |
| Value | Count | Frequency (%) |
| 0.28 | 1 | |
| 0.32 | 1 | |
| 0.33 | 2 | |
| 0.34 | 2 | |
| 0.35 | 1 | |
| 0.36 | 2 | |
| 0.37 | 2 | |
| 0.39 | 1 | |
| 0.4 | 2 | |
| 0.41 | 2 |
| Value | Count | Frequency (%) |
| 3.7 | 3 | |
| 2.8 | 1 | 0.1% |
| 2.53 | 2 | |
| 2.49 | 1 | 0.1% |
| 2.44 | 1 | 0.1% |
| 2.31 | 1 | 0.1% |
| 2.3 | 1 | 0.1% |
| 2.29 | 1 | 0.1% |
| 2.24 | 2 | |
| 2.23 | 1 | 0.1% |
FASTING LDL
Real number (ℝ)
High correlation Missing
| Distinct | 261 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 58 |
| Missing (%) | 7.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6717042 |
| Minimum | 0 |
|---|---|
| Maximum | 6.04 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.6745 |
| Q1 | 1.11 |
| median | 1.535 |
| Q3 | 2.07 |
| 95-th percentile | 3.18 |
| Maximum | 6.04 |
| Range | 6.04 |
| Interquartile range (IQR) | 0.96 |
Descriptive statistics
| Standard deviation | 0.77008108 |
|---|---|
| Coefficient of variation (CV) | 0.4606563 |
| Kurtosis | 1.8978142 |
| Mean | 1.6717042 |
| Median Absolute Deviation (MAD) | 0.475 |
| Skewness | 1.0866871 |
| Sum | 1186.91 |
| Variance | 0.59302488 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.01 | 9 | 1.2% |
| 1.12 | 9 | 1.2% |
| 1.32 | 9 | 1.2% |
| 1.37 | 8 | 1.0% |
| 1.29 | 8 | 1.0% |
| 1.18 | 7 | 0.9% |
| 2.06 | 7 | 0.9% |
| 1.94 | 7 | 0.9% |
| 1.26 | 7 | 0.9% |
| 1.76 | 7 | 0.9% |
| Other values (251) | 632 | |
| (Missing) | 58 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 0.33 | 1 | 0.1% |
| 0.39 | 1 | 0.1% |
| 0.42 | 2 | 0.3% |
| 0.45 | 1 | 0.1% |
| 0.46 | 1 | 0.1% |
| 0.47 | 1 | 0.1% |
| 0.5 | 3 | |
| 0.55 | 5 | |
| 0.56 | 4 |
| Value | Count | Frequency (%) |
| 6.04 | 1 | |
| 4.41 | 1 | |
| 4.28 | 1 | |
| 4.25 | 2 | |
| 4.19 | 1 | |
| 4.13 | 1 | |
| 3.97 | 1 | |
| 3.94 | 1 | |
| 3.89 | 1 | |
| 3.87 | 1 |
coordinate_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.5 KiB |
| JHB_DPHRU_013 |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_DPHRU_013 |
|---|---|
| 2nd row | JHB_DPHRU_013 |
| 3rd row | JHB_DPHRU_013 |
| 4th row | JHB_DPHRU_013 |
| 5th row | JHB_DPHRU_013 |
Common Values
| Value | Count | Frequency (%) |
| JHB_DPHRU_013 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_dphru_013 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 1536 | |
| _ | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 | |
| 0 | 768 | |
| 1 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6144 | |
| Decimal Number | 2304 | 23.1% |
| Connector Punctuation | 1536 | 15.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 768 | |
| 1 | 768 | |
| 3 | 768 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1536 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6144 | |
| Common | 3840 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 |
Common
| Value | Count | Frequency (%) |
| _ | 1536 | |
| 0 | 768 | |
| 1 | 768 | |
| 3 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9984 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 1536 | |
| _ | 1536 | |
| J | 768 | |
| B | 768 | |
| D | 768 | |
| P | 768 | |
| R | 768 | |
| U | 768 | |
| 0 | 768 | |
| 1 | 768 |
coordinate_precision
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.8 KiB |
| high |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high |
|---|---|
| 2nd row | high |
| 3rd row | high |
| 4th row | high |
| 5th row | high |
Common Values
| Value | Count | Frequency (%) |
| high | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 1536 | |
| i | 768 | |
| g | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3072 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 1536 | |
| i | 768 | |
| g | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3072 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| h | 1536 | |
| i | 768 | |
| g | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3072 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| h | 1536 | |
| i | 768 | |
| g | 768 |
geographic_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 57.0 KiB |
| harmonized_datasets |
|---|
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | harmonized_datasets |
|---|---|
| 2nd row | harmonized_datasets |
| 3rd row | harmonized_datasets |
| 4th row | harmonized_datasets |
| 5th row | harmonized_datasets |
Common Values
| Value | Count | Frequency (%) |
| harmonized_datasets | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| harmonized_datasets | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2304 | |
| e | 1536 | |
| d | 1536 | |
| t | 1536 | |
| s | 1536 | |
| h | 768 | 5.3% |
| r | 768 | 5.3% |
| m | 768 | 5.3% |
| o | 768 | 5.3% |
| n | 768 | 5.3% |
| Other values (3) | 2304 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13824 | |
| Connector Punctuation | 768 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2304 | |
| e | 1536 | |
| d | 1536 | |
| t | 1536 | |
| s | 1536 | |
| h | 768 | 5.6% |
| r | 768 | 5.6% |
| m | 768 | 5.6% |
| o | 768 | 5.6% |
| n | 768 | 5.6% |
| Other values (2) | 1536 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13824 | |
| Common | 768 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2304 | |
| e | 1536 | |
| d | 1536 | |
| t | 1536 | |
| s | 1536 | |
| h | 768 | 5.6% |
| r | 768 | 5.6% |
| m | 768 | 5.6% |
| o | 768 | 5.6% |
| n | 768 | 5.6% |
| Other values (2) | 1536 |
Common
| Value | Count | Frequency (%) |
| _ | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14592 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2304 | |
| e | 1536 | |
| d | 1536 | |
| t | 1536 | |
| s | 1536 | |
| h | 768 | 5.3% |
| r | 768 | 5.3% |
| m | 768 | 5.3% |
| o | 768 | 5.3% |
| n | 768 | 5.3% |
| Other values (3) | 2304 |
HEAT_VULNERABILITY_SCORE
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
HEAT_STRESS_RISK_CATEGORY
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| LOW |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LOW |
|---|---|
| 2nd row | LOW |
| 3rd row | LOW |
| 4th row | LOW |
| 5th row | LOW |
Common Values
| Value | Count | Frequency (%) |
| LOW | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 768 | |
| O | 768 | |
| W | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2304 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 768 | |
| O | 768 | |
| W | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2304 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 768 | |
| O | 768 | |
| W | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 768 | |
| O | 768 | |
| W | 768 |
johannesburg_metro_valid
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 768 | |
| 0 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
study_site_location
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.8 KiB |
| Central Johannesburg (DPHRU) |
|---|
Length
| Max length | 28 |
|---|---|
| Median length | 28 |
| Mean length | 28 |
| Min length | 28 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Central Johannesburg (DPHRU) |
|---|---|
| 2nd row | Central Johannesburg (DPHRU) |
| 3rd row | Central Johannesburg (DPHRU) |
| 4th row | Central Johannesburg (DPHRU) |
| 5th row | Central Johannesburg (DPHRU) |
Common Values
| Value | Count | Frequency (%) |
| Central Johannesburg (DPHRU) | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| central | 768 | |
| johannesburg | 768 | |
| dphru | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2304 | 10.7% |
| r | 1536 | 7.1% |
| a | 1536 | 7.1% |
| 1536 | 7.1% | |
| e | 1536 | 7.1% |
| C | 768 | 3.6% |
| g | 768 | 3.6% |
| U | 768 | 3.6% |
| R | 768 | 3.6% |
| H | 768 | 3.6% |
| Other values (12) | 9216 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13056 | |
| Uppercase Letter | 5376 | |
| Space Separator | 1536 | 7.1% |
| Open Punctuation | 768 | 3.6% |
| Close Punctuation | 768 | 3.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 2304 | |
| r | 1536 | |
| a | 1536 | |
| e | 1536 | |
| g | 768 | 5.9% |
| s | 768 | 5.9% |
| u | 768 | 5.9% |
| b | 768 | 5.9% |
| h | 768 | 5.9% |
| o | 768 | 5.9% |
| Other values (2) | 1536 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 768 | |
| U | 768 | |
| R | 768 | |
| H | 768 | |
| P | 768 | |
| D | 768 | |
| J | 768 |
Space Separator
| Value | Count | Frequency (%) |
| 1536 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 768 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18432 | |
| Common | 3072 | 14.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 2304 | 12.5% |
| r | 1536 | 8.3% |
| a | 1536 | 8.3% |
| e | 1536 | 8.3% |
| C | 768 | 4.2% |
| g | 768 | 4.2% |
| U | 768 | 4.2% |
| R | 768 | 4.2% |
| H | 768 | 4.2% |
| P | 768 | 4.2% |
| Other values (9) | 6912 |
Common
| Value | Count | Frequency (%) |
| 1536 | ||
| ( | 768 | |
| ) | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21504 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 2304 | 10.7% |
| r | 1536 | 7.1% |
| a | 1536 | 7.1% |
| 1536 | 7.1% | |
| e | 1536 | 7.1% |
| C | 768 | 3.6% |
| g | 768 | 3.6% |
| U | 768 | 3.6% |
| R | 768 | 3.6% |
| H | 768 | 3.6% |
| Other values (12) | 9216 |
| Distinct | 248 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.852803 |
| Minimum | 15.1 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 15.1 |
|---|---|
| 5-th percentile | 19.13 |
| Q1 | 23 |
| median | 26.7 |
| Q3 | 31.5 |
| 95-th percentile | 40.54 |
| Maximum | 57 |
| Range | 41.9 |
| Interquartile range (IQR) | 8.5 |
Descriptive statistics
| Standard deviation | 6.6900116 |
|---|---|
| Coefficient of variation (CV) | 0.24019168 |
| Kurtosis | 1.6551874 |
| Mean | 27.852803 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | 1.0682353 |
| Sum | 21363.1 |
| Variance | 44.756255 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.3 | 11 | 1.4% |
| 25 | 10 | 1.3% |
| 21.8 | 10 | 1.3% |
| 26.7 | 9 | 1.2% |
| 27.4 | 8 | 1.0% |
| 25.8 | 8 | 1.0% |
| 32.3 | 8 | 1.0% |
| 21.5 | 8 | 1.0% |
| 22.9 | 8 | 1.0% |
| 28.9 | 7 | 0.9% |
| Other values (238) | 680 |
| Value | Count | Frequency (%) |
| 15.1 | 1 | |
| 15.3 | 1 | |
| 16 | 1 | |
| 16.1 | 1 | |
| 16.6 | 1 | |
| 16.8 | 1 | |
| 16.9 | 1 | |
| 17.1 | 1 | |
| 17.2 | 1 | |
| 17.3 | 1 |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.1% |
| 56.1 | 1 | 0.1% |
| 54.9 | 1 | 0.1% |
| 54.3 | 1 | 0.1% |
| 50.7 | 1 | 0.1% |
| 50.4 | 1 | 0.1% |
| 50.1 | 1 | 0.1% |
| 49.8 | 3 | |
| 49 | 1 | 0.1% |
| 46.4 | 2 |
Waist circumference (cm)
Real number (ℝ)
High correlation Missing
Waist circumference (corrected from mm to cm)
| Distinct | 115 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 205 |
| Missing (%) | 26.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.362345 |
| Minimum | 2.9 |
|---|---|
| Maximum | 915 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 2.9 |
|---|---|
| 5-th percentile | 67.55 |
| Q1 | 78 |
| median | 86.5 |
| Q3 | 96.5 |
| 95-th percentile | 115.25 |
| Maximum | 915 |
| Range | 912.1 |
| Interquartile range (IQR) | 18.5 |
Descriptive statistics
| Standard deviation | 38.256862 |
|---|---|
| Coefficient of variation (CV) | 0.42810942 |
| Kurtosis | 387.32681 |
| Mean | 89.362345 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 17.935657 |
| Sum | 50311 |
| Variance | 1463.5875 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 87 | 22 | 2.9% |
| 85 | 19 | 2.5% |
| 81 | 19 | 2.5% |
| 78 | 18 | 2.3% |
| 89 | 18 | 2.3% |
| 86 | 17 | 2.2% |
| 79 | 16 | 2.1% |
| 74 | 16 | 2.1% |
| 76 | 15 | 2.0% |
| 77 | 13 | 1.7% |
| Other values (105) | 390 | |
| (Missing) | 205 |
| Value | Count | Frequency (%) |
| 2.9 | 1 | 0.1% |
| 8.1 | 1 | 0.1% |
| 10.8 | 1 | 0.1% |
| 59 | 1 | 0.1% |
| 61 | 2 | |
| 62 | 1 | 0.1% |
| 63 | 4 | |
| 64 | 1 | 0.1% |
| 65 | 2 | |
| 66 | 4 |
| Value | Count | Frequency (%) |
| 915 | 1 | |
| 151 | 1 | |
| 145 | 1 | |
| 143.5 | 1 | |
| 140 | 1 | |
| 133 | 1 | |
| 131 | 1 | |
| 130 | 1 | |
| 129.5 | 1 | |
| 128 | 2 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.209534 |
| Minimum | 8.507 |
|---|---|
| Maximum | 21.131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 8.507 |
|---|---|
| 5-th percentile | 13.316 |
| Q1 | 14.603 |
| median | 16.425 |
| Q3 | 17.799 |
| 95-th percentile | 20.357 |
| Maximum | 21.131 |
| Range | 12.624 |
| Interquartile range (IQR) | 3.196 |
Descriptive statistics
| Standard deviation | 2.3493444 |
|---|---|
| Coefficient of variation (CV) | 0.14493596 |
| Kurtosis | 0.37172559 |
| Mean | 16.209534 |
| Median Absolute Deviation (MAD) | 1.74 |
| Skewness | -0.23360933 |
| Sum | 12448.922 |
| Variance | 5.519419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 16.425 | 78 | |
| 17.039 | 71 | 9.2% |
| 17.799 | 70 | 9.1% |
| 15.67 | 57 | 7.4% |
| 14.209 | 56 | 7.3% |
| 14.603 | 54 | 7.0% |
| 13.316 | 53 | 6.9% |
| 14.685 | 49 | 6.4% |
| 20.357 | 49 | 6.4% |
| 17.541 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 8.507 | 2 | 0.3% |
| 9.616 | 21 | 2.7% |
| 13.316 | 53 | |
| 13.656 | 3 | 0.4% |
| 14.209 | 56 | |
| 14.55 | 34 | |
| 14.603 | 54 | |
| 14.685 | 49 | |
| 14.862 | 40 | |
| 15.67 | 57 |
| Value | Count | Frequency (%) |
| 21.131 | 1 | 0.1% |
| 20.465 | 6 | 0.8% |
| 20.357 | 49 | |
| 20.293 | 1 | 0.1% |
| 19.599 | 43 | |
| 19.084 | 34 | |
| 17.799 | 70 | |
| 17.541 | 46 | |
| 17.039 | 71 | |
| 16.425 | 78 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.380574 |
| Minimum | 14.624 |
|---|---|
| Maximum | 28.861 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 14.624 |
|---|---|
| 5-th percentile | 18.896 |
| Q1 | 20.108 |
| median | 20.768 |
| Q3 | 25.325 |
| 95-th percentile | 25.931 |
| Maximum | 28.861 |
| Range | 14.237 |
| Interquartile range (IQR) | 5.217 |
Descriptive statistics
| Standard deviation | 2.9122833 |
|---|---|
| Coefficient of variation (CV) | 0.13012549 |
| Kurtosis | -1.5446717 |
| Mean | 22.380574 |
| Median Absolute Deviation (MAD) | 2.695 |
| Skewness | 0.0051205477 |
| Sum | 17188.281 |
| Variance | 8.4813938 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 25.931 | 78 | |
| 20.324 | 71 | 9.2% |
| 25.8 | 70 | 9.1% |
| 19.125 | 57 | 7.4% |
| 19.277 | 56 | 7.3% |
| 20.589 | 54 | 7.0% |
| 20.768 | 53 | 6.9% |
| 18.896 | 49 | 6.4% |
| 24.319 | 49 | 6.4% |
| 25.005 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 14.624 | 2 | 0.3% |
| 17.344 | 21 | 2.7% |
| 18.896 | 49 | |
| 19.125 | 57 | |
| 19.277 | 56 | |
| 20.108 | 34 | |
| 20.324 | 71 | |
| 20.589 | 54 | |
| 20.768 | 53 | |
| 21.474 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 28.861 | 1 | 0.1% |
| 26.769 | 1 | 0.1% |
| 26.136 | 34 | |
| 25.931 | 78 | |
| 25.8 | 70 | |
| 25.572 | 6 | 0.8% |
| 25.325 | 43 | |
| 25.005 | 46 | |
| 24.319 | 49 | |
| 23.463 | 40 |
climate_daily_min_temp
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.377281 |
| Minimum | 3.333 |
|---|---|
| Maximum | 17.507 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 3.333 |
|---|---|
| 5-th percentile | 6.306 |
| Q1 | 7.463 |
| median | 9.869 |
| Q3 | 12.877 |
| 95-th percentile | 17.507 |
| Maximum | 17.507 |
| Range | 14.174 |
| Interquartile range (IQR) | 5.414 |
Descriptive statistics
| Standard deviation | 3.3901858 |
|---|---|
| Coefficient of variation (CV) | 0.32669307 |
| Kurtosis | -0.53633939 |
| Mean | 10.377281 |
| Median Absolute Deviation (MAD) | 3.008 |
| Skewness | 0.26308779 |
| Sum | 7969.752 |
| Variance | 11.49336 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 6.306 | 78 | |
| 14.291 | 71 | 9.2% |
| 10.493 | 70 | 9.1% |
| 12.877 | 57 | 7.4% |
| 8.76 | 56 | 7.3% |
| 9.004 | 54 | 7.0% |
| 6.616 | 53 | 6.9% |
| 11.187 | 49 | 6.4% |
| 17.507 | 49 | 6.4% |
| 9.869 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 3.333 | 21 | 2.7% |
| 3.993 | 2 | 0.3% |
| 6.034 | 3 | 0.4% |
| 6.306 | 78 | |
| 6.616 | 53 | |
| 7.463 | 40 | |
| 8.035 | 34 | |
| 8.76 | 56 | |
| 9.004 | 54 | |
| 9.869 | 46 |
| Value | Count | Frequency (%) |
| 17.507 | 49 | |
| 16.576 | 1 | 0.1% |
| 14.291 | 71 | |
| 14.057 | 43 | |
| 13.968 | 1 | 0.1% |
| 13.454 | 6 | 0.8% |
| 12.877 | 57 | |
| 12.465 | 34 | |
| 11.187 | 49 | |
| 10.493 | 70 |
climate_7d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.074818 |
| Minimum | 6.912 |
|---|---|
| Maximum | 20.253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 6.912 |
|---|---|
| 5-th percentile | 12.665 |
| Q1 | 14.198 |
| median | 16.453 |
| Q3 | 18.033 |
| 95-th percentile | 20.253 |
| Maximum | 20.253 |
| Range | 13.341 |
| Interquartile range (IQR) | 3.835 |
Descriptive statistics
| Standard deviation | 2.5447401 |
|---|---|
| Coefficient of variation (CV) | 0.158306 |
| Kurtosis | 0.40543248 |
| Mean | 16.074818 |
| Median Absolute Deviation (MAD) | 1.604 |
| Skewness | -0.46441855 |
| Sum | 12345.46 |
| Variance | 6.4757021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 14.198 | 78 | |
| 18.081 | 71 | 9.2% |
| 16.471 | 70 | 9.1% |
| 18.033 | 57 | 7.4% |
| 13.243 | 56 | 7.3% |
| 15.064 | 54 | 7.0% |
| 12.665 | 53 | 6.9% |
| 15.633 | 49 | 6.4% |
| 19.982 | 49 | 6.4% |
| 16.453 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 6.912 | 2 | 0.3% |
| 8.993 | 21 | 2.7% |
| 10.793 | 3 | 0.4% |
| 12.665 | 53 | |
| 13.243 | 56 | |
| 14.198 | 78 | |
| 15.064 | 54 | |
| 15.08 | 34 | |
| 15.633 | 49 | |
| 16.453 | 46 |
| Value | Count | Frequency (%) |
| 20.253 | 43 | |
| 19.982 | 49 | |
| 19.865 | 1 | 0.1% |
| 19.631 | 6 | 0.8% |
| 18.796 | 1 | 0.1% |
| 18.081 | 71 | |
| 18.033 | 57 | |
| 17.695 | 34 | |
| 16.71 | 40 | |
| 16.471 | 70 |
climate_7d_max_temp
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.610668 |
| Minimum | 17.442 |
|---|---|
| Maximum | 29.909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 17.442 |
|---|---|
| 5-th percentile | 20.428 |
| Q1 | 23.496 |
| median | 25.893 |
| Q3 | 26.761 |
| 95-th percentile | 27.9 |
| Maximum | 29.909 |
| Range | 12.467 |
| Interquartile range (IQR) | 3.265 |
Descriptive statistics
| Standard deviation | 2.7109412 |
|---|---|
| Coefficient of variation (CV) | 0.11015309 |
| Kurtosis | -0.98377234 |
| Mean | 24.610668 |
| Median Absolute Deviation (MAD) | 2.007 |
| Skewness | -0.56315645 |
| Sum | 18900.993 |
| Variance | 7.3492024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 26.292 | 78 | |
| 23.496 | 71 | 9.2% |
| 26.761 | 70 | 9.1% |
| 27.9 | 57 | 7.4% |
| 20.428 | 56 | 7.3% |
| 21.264 | 54 | 7.0% |
| 20.768 | 53 | 6.9% |
| 23.498 | 49 | 6.4% |
| 25.893 | 49 | 6.4% |
| 27.699 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 17.442 | 2 | 0.3% |
| 18.699 | 21 | 2.7% |
| 20.428 | 56 | |
| 20.768 | 53 | |
| 21.264 | 54 | |
| 21.977 | 3 | 0.4% |
| 23.496 | 71 | |
| 23.498 | 49 | |
| 23.705 | 34 | |
| 25.893 | 49 |
| Value | Count | Frequency (%) |
| 29.909 | 1 | 0.1% |
| 28.696 | 1 | 0.1% |
| 27.9 | 57 | |
| 27.699 | 46 | |
| 27.105 | 43 | |
| 26.761 | 70 | |
| 26.51 | 40 | |
| 26.292 | 78 | |
| 26.204 | 34 | |
| 26.045 | 6 | 0.8% |
climate_14d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.391837 |
| Minimum | 7.302 |
|---|---|
| Maximum | 20.679 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 7.302 |
|---|---|
| 5-th percentile | 12.57 |
| Q1 | 14.8 |
| median | 16.561 |
| Q3 | 19.009 |
| 95-th percentile | 20.679 |
| Maximum | 20.679 |
| Range | 13.377 |
| Interquartile range (IQR) | 4.209 |
Descriptive statistics
| Standard deviation | 2.7566005 |
|---|---|
| Coefficient of variation (CV) | 0.1681691 |
| Kurtosis | 0.093105997 |
| Mean | 16.391837 |
| Median Absolute Deviation (MAD) | 2.184 |
| Skewness | -0.53703163 |
| Sum | 12588.931 |
| Variance | 7.5988464 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 14.8 | 78 | |
| 19.009 | 71 | 9.2% |
| 16.057 | 70 | 9.1% |
| 18.745 | 57 | 7.4% |
| 12.699 | 56 | 7.3% |
| 15.483 | 54 | 7.0% |
| 12.57 | 53 | 6.9% |
| 16.637 | 49 | 6.4% |
| 20.679 | 49 | 6.4% |
| 16.863 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 7.302 | 2 | 0.3% |
| 8.826 | 21 | 2.7% |
| 11.532 | 3 | 0.4% |
| 12.57 | 53 | |
| 12.699 | 56 | |
| 14.8 | 78 | |
| 15.226 | 34 | |
| 15.483 | 54 | |
| 16.057 | 70 | |
| 16.561 | 40 |
| Value | Count | Frequency (%) |
| 20.679 | 49 | |
| 20.262 | 1 | 0.1% |
| 19.629 | 34 | |
| 19.475 | 43 | |
| 19.334 | 6 | 0.8% |
| 19.072 | 1 | 0.1% |
| 19.009 | 71 | |
| 18.745 | 57 | |
| 16.863 | 46 | |
| 16.637 | 49 |
climate_30d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.449453 |
| Minimum | 7.313 |
|---|---|
| Maximum | 20.948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 7.313 |
|---|---|
| 5-th percentile | 12.856 |
| Q1 | 13.947 |
| median | 15.844 |
| Q3 | 19.139 |
| 95-th percentile | 20.6 |
| Maximum | 20.948 |
| Range | 13.635 |
| Interquartile range (IQR) | 5.192 |
Descriptive statistics
| Standard deviation | 2.8236221 |
|---|---|
| Coefficient of variation (CV) | 0.17165447 |
| Kurtosis | -0.51241703 |
| Mean | 16.449453 |
| Median Absolute Deviation (MAD) | 2.843 |
| Skewness | -0.25639706 |
| Sum | 12633.18 |
| Variance | 7.9728417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 13.947 | 78 | |
| 19.139 | 71 | 9.2% |
| 15.775 | 70 | 9.1% |
| 19.217 | 57 | 7.4% |
| 13.001 | 56 | 7.3% |
| 15.734 | 54 | 7.0% |
| 12.856 | 53 | 6.9% |
| 16.732 | 49 | 6.4% |
| 20.6 | 49 | 6.4% |
| 17.572 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 7.313 | 2 | 0.3% |
| 9.584 | 21 | 2.7% |
| 11.635 | 3 | 0.4% |
| 12.856 | 53 | |
| 13.001 | 56 | |
| 13.947 | 78 | |
| 15.208 | 34 | |
| 15.734 | 54 | |
| 15.775 | 70 | |
| 15.844 | 40 |
| Value | Count | Frequency (%) |
| 20.948 | 34 | |
| 20.6 | 49 | |
| 20.263 | 1 | 0.1% |
| 20.175 | 6 | 0.8% |
| 19.476 | 1 | 0.1% |
| 19.217 | 57 | |
| 19.139 | 71 | |
| 18.966 | 43 | |
| 17.572 | 46 | |
| 16.732 | 49 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.931276 |
| Minimum | -0.093 |
|---|---|
| Maximum | 11.984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 57 |
| Negative (%) | 7.4% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | -0.093 |
|---|---|
| 5-th percentile | -0.093 |
| Q1 | 3.719 |
| median | 6.276 |
| Q3 | 7.913 |
| 95-th percentile | 11.984 |
| Maximum | 11.984 |
| Range | 12.077 |
| Interquartile range (IQR) | 4.194 |
Descriptive statistics
| Standard deviation | 3.4869388 |
|---|---|
| Coefficient of variation (CV) | 0.58789016 |
| Kurtosis | -0.79783053 |
| Mean | 5.931276 |
| Median Absolute Deviation (MAD) | 1.637 |
| Skewness | -0.0032101025 |
| Sum | 4555.22 |
| Variance | 12.158742 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 11.984 | 78 | |
| 1.185 | 71 | 9.2% |
| 10.025 | 70 | 9.1% |
| -0.093 | 57 | 7.4% |
| 6.276 | 56 | 7.3% |
| 4.855 | 54 | 7.0% |
| 7.913 | 53 | 6.9% |
| 2.164 | 49 | 6.4% |
| 3.719 | 49 | 6.4% |
| 7.434 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| -0.093 | 57 | |
| 1.185 | 71 | |
| 2.164 | 49 | |
| 3.719 | 49 | |
| 4.855 | 54 | |
| 4.9 | 34 | |
| 5.189 | 34 | |
| 5.397 | 6 | 0.8% |
| 6.276 | 56 | |
| 6.36 | 43 |
| Value | Count | Frequency (%) |
| 11.984 | 78 | |
| 10.025 | 70 | |
| 9.839 | 3 | 0.4% |
| 9.386 | 1 | 0.1% |
| 7.913 | 53 | |
| 7.76 | 21 | 2.7% |
| 7.619 | 40 | |
| 7.434 | 46 | |
| 7.311 | 2 | 0.3% |
| 6.505 | 1 | 0.1% |
climate_standardized_anomaly
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0078164063 |
| Minimum | -1.401 |
|---|---|
| Maximum | 1.604 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 417 |
| Negative (%) | 54.3% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | -1.401 |
|---|---|
| 5-th percentile | -1.401 |
| Q1 | -0.449 |
| median | -0.069 |
| Q3 | 0.571 |
| 95-th percentile | 1.09 |
| Maximum | 1.604 |
| Range | 3.005 |
| Interquartile range (IQR) | 1.02 |
Descriptive statistics
| Standard deviation | 0.75070013 |
|---|---|
| Coefficient of variation (CV) | 96.041596 |
| Kurtosis | -0.92389359 |
| Mean | 0.0078164063 |
| Median Absolute Deviation (MAD) | 0.633 |
| Skewness | -0.015229641 |
| Sum | 6.003 |
| Variance | 0.56355069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 1.09 | 78 | |
| -0.702 | 71 | 9.2% |
| 1.074 | 70 | 9.1% |
| -1.401 | 57 | 7.4% |
| 0.571 | 56 | 7.3% |
| -0.449 | 54 | 7.0% |
| 0.19 | 53 | 6.9% |
| -0.41 | 49 | 6.4% |
| 0.298 | 49 | 6.4% |
| -0.445 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| -1.401 | 57 | |
| -0.868 | 40 | |
| -0.702 | 71 | |
| -0.62 | 2 | 0.3% |
| -0.449 | 54 | |
| -0.445 | 46 | |
| -0.41 | 49 | |
| -0.193 | 21 | 2.7% |
| -0.137 | 43 | |
| -0.069 | 34 |
| Value | Count | Frequency (%) |
| 1.604 | 3 | 0.4% |
| 1.09 | 78 | |
| 1.074 | 70 | |
| 0.959 | 1 | 0.1% |
| 0.716 | 34 | |
| 0.571 | 56 | |
| 0.493 | 1 | 0.1% |
| 0.298 | 49 | |
| 0.217 | 6 | 0.8% |
| 0.19 | 53 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 | |
|---|---|
| 0.571 | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.0026042 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 767 | |
| 0.571 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 767 | |
| 0.571 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1535 | |
| . | 768 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1538 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1535 | |
| 5 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 1 | 1 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2306 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1535 | |
| . | 768 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2306 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1535 | |
| . | 768 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
climate_heat_day_p95
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.523178 |
| Minimum | 2.218 |
|---|---|
| Maximum | 24.693 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 2.218 |
|---|---|
| 5-th percentile | 14.373 |
| Q1 | 15.36 |
| median | 16.691 |
| Q3 | 20.175 |
| 95-th percentile | 21.262 |
| Maximum | 24.693 |
| Range | 22.475 |
| Interquartile range (IQR) | 4.815 |
Descriptive statistics
| Standard deviation | 2.7052804 |
|---|---|
| Coefficient of variation (CV) | 0.15438298 |
| Kurtosis | 1.0512418 |
| Mean | 17.523178 |
| Median Absolute Deviation (MAD) | 1.757 |
| Skewness | -0.1762757 |
| Sum | 13457.801 |
| Variance | 7.3185422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 21.057 | 78 | |
| 16.476 | 71 | 9.2% |
| 19.958 | 70 | 9.1% |
| 15.088 | 57 | 7.4% |
| 14.934 | 56 | 7.3% |
| 16.765 | 54 | 7.0% |
| 15.721 | 53 | 6.9% |
| 14.373 | 49 | 6.4% |
| 20.518 | 49 | 6.4% |
| 21.262 | 46 | 6.0% |
| Other values (10) | 185 |
| Value | Count | Frequency (%) |
| 2.218 | 2 | 0.3% |
| 13.351 | 21 | 2.7% |
| 13.428 | 3 | 0.4% |
| 14.373 | 49 | |
| 14.934 | 56 | |
| 15.088 | 57 | |
| 15.36 | 34 | |
| 15.721 | 53 | |
| 16.442 | 34 | |
| 16.476 | 71 |
| Value | Count | Frequency (%) |
| 24.693 | 1 | 0.1% |
| 22.867 | 6 | 0.8% |
| 22.526 | 1 | 0.1% |
| 21.262 | 46 | |
| 21.057 | 78 | |
| 20.518 | 49 | |
| 20.175 | 43 | |
| 19.958 | 70 | |
| 16.765 | 54 | |
| 16.691 | 40 |
climate_p90_threshold
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| 28.409 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.409 |
|---|---|
| 2nd row | 28.409 |
| 3rd row | 28.409 |
| 4th row | 28.409 |
| 5th row | 28.409 |
Common Values
| Value | Count | Frequency (%) |
| 28.409 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.409 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 4 | 768 | |
| 0 | 768 | |
| 9 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3840 | |
| Other Punctuation | 768 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| 4 | 768 | |
| 0 | 768 | |
| 9 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4608 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 4 | 768 | |
| 0 | 768 | |
| 9 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 8 | 768 | |
| . | 768 | |
| 4 | 768 | |
| 0 | 768 | |
| 9 | 768 |
climate_p95_threshold
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| 29.704 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 29.704 |
|---|---|
| 2nd row | 29.704 |
| 3rd row | 29.704 |
| 4th row | 29.704 |
| 5th row | 29.704 |
Common Values
| Value | Count | Frequency (%) |
| 29.704 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 29.704 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 9 | 768 | |
| . | 768 | |
| 7 | 768 | |
| 0 | 768 | |
| 4 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3840 | |
| Other Punctuation | 768 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 9 | 768 | |
| 7 | 768 | |
| 0 | 768 | |
| 4 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4608 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 9 | 768 | |
| . | 768 | |
| 7 | 768 | |
| 0 | 768 | |
| 4 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 9 | 768 | |
| . | 768 | |
| 7 | 768 | |
| 0 | 768 | |
| 4 | 768 |
climate_p99_threshold
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| 31.797 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 31.797 |
|---|---|
| 2nd row | 31.797 |
| 3rd row | 31.797 |
| 4th row | 31.797 |
| 5th row | 31.797 |
Common Values
| Value | Count | Frequency (%) |
| 31.797 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 31.797 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 7 | 1536 | |
| 3 | 768 | |
| 1 | 768 | |
| . | 768 | |
| 9 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3840 | |
| Other Punctuation | 768 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 1536 | |
| 3 | 768 | |
| 1 | 768 | |
| 9 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4608 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 7 | 1536 | |
| 3 | 768 | |
| 1 | 768 | |
| . | 768 | |
| 9 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 7 | 1536 | |
| 3 | 768 | |
| 1 | 768 | |
| . | 768 | |
| 9 | 768 |
climate_season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.2 KiB |
| Autumn | |
|---|---|
| Spring | |
| Winter | |
| Summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Summer |
|---|---|
| 2nd row | Autumn |
| 3rd row | Summer |
| 4th row | Autumn |
| 5th row | Autumn |
Common Values
| Value | Count | Frequency (%) |
| Autumn | 445 | |
| Spring | 120 | 15.6% |
| Winter | 104 | 13.5% |
| Summer | 99 | 12.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| autumn | 445 | |
| spring | 120 | 15.6% |
| winter | 104 | 13.5% |
| summer | 99 | 12.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3840 | |
| Uppercase Letter | 768 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| r | 323 | 8.4% |
| i | 224 | 5.8% |
| e | 203 | 5.3% |
| p | 120 | 3.1% |
| g | 120 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 445 | |
| S | 219 | |
| W | 104 | 13.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4608 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 989 | |
| n | 669 | |
| m | 643 | |
| t | 549 | |
| A | 445 | |
| r | 323 | 7.0% |
| i | 224 | 4.9% |
| S | 219 | 4.8% |
| e | 203 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 224 | 4.9% |
| Distinct | 276 |
|---|---|
| Distinct (%) | 37.5% |
| Missing | 32 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.928356 |
| Minimum | 0.95 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 3.35 |
| Q1 | 4.5 |
| median | 4.93 |
| Q3 | 5.4125 |
| 95-th percentile | 6.12 |
| Maximum | 15 |
| Range | 14.05 |
| Interquartile range (IQR) | 0.9125 |
Descriptive statistics
| Standard deviation | 0.95305831 |
|---|---|
| Coefficient of variation (CV) | 0.1933826 |
| Kurtosis | 19.566982 |
| Mean | 4.928356 |
| Median Absolute Deviation (MAD) | 0.45 |
| Skewness | 1.5235001 |
| Sum | 3627.27 |
| Variance | 0.90832015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.21 | 9 | 1.2% |
| 4.75 | 9 | 1.2% |
| 5.42 | 8 | 1.0% |
| 4.82 | 8 | 1.0% |
| 4.93 | 8 | 1.0% |
| 4.7 | 8 | 1.0% |
| 5.24 | 8 | 1.0% |
| 4.73 | 7 | 0.9% |
| 4.57 | 7 | 0.9% |
| 5.17 | 7 | 0.9% |
| Other values (266) | 657 | |
| (Missing) | 32 | 4.2% |
| Value | Count | Frequency (%) |
| 0.95 | 1 | |
| 1.12 | 1 | |
| 1.37 | 1 | |
| 1.47 | 1 | |
| 2.02 | 1 | |
| 2.04 | 1 | |
| 2.21 | 1 | |
| 2.22 | 1 | |
| 2.26 | 1 | |
| 2.55 | 2 |
| Value | Count | Frequency (%) |
| 15 | 1 | |
| 9.91 | 1 | |
| 9.67 | 1 | |
| 8.24 | 1 | |
| 7.97 | 1 | |
| 7.62 | 1 | |
| 7.61 | 1 | |
| 7.42 | 1 | |
| 7.27 | 1 | |
| 7.06 | 1 |
| Distinct | 331 |
|---|---|
| Distinct (%) | 46.7% |
| Missing | 59 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1249083 |
| Minimum | 1.12 |
|---|---|
| Maximum | 10.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 1.12 |
|---|---|
| 5-th percentile | 2.538 |
| Q1 | 3.39 |
| median | 4 |
| Q3 | 4.81 |
| 95-th percentile | 6.016 |
| Maximum | 10.48 |
| Range | 9.36 |
| Interquartile range (IQR) | 1.42 |
Descriptive statistics
| Standard deviation | 1.1613229 |
|---|---|
| Coefficient of variation (CV) | 0.28153907 |
| Kurtosis | 3.3551237 |
| Mean | 4.1249083 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 1.0133115 |
| Sum | 2924.56 |
| Variance | 1.3486708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 10 | 1.3% |
| 4.11 | 9 | 1.2% |
| 3.62 | 7 | 0.9% |
| 4.57 | 6 | 0.8% |
| 3.89 | 6 | 0.8% |
| 3.48 | 6 | 0.8% |
| 4.93 | 6 | 0.8% |
| 3.68 | 6 | 0.8% |
| 2.77 | 5 | 0.7% |
| 3.52 | 5 | 0.7% |
| Other values (321) | 643 | |
| (Missing) | 59 | 7.7% |
| Value | Count | Frequency (%) |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.29 | 1 | |
| 1.38 | 1 | |
| 1.54 | 1 | |
| 1.59 | 1 | |
| 1.8 | 2 | |
| 1.85 | 1 | |
| 2.01 | 2 | |
| 2.06 | 1 |
| Value | Count | Frequency (%) |
| 10.48 | 1 | |
| 10.29 | 1 | |
| 9.28 | 2 | |
| 9.04 | 1 | |
| 8.65 | 1 | |
| 7.7 | 1 | |
| 7.59 | 1 | |
| 7.3 | 1 | |
| 7.28 | 1 | |
| 6.82 | 1 |
| Distinct | 174 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 58 |
| Missing (%) | 7.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1211127 |
| Minimum | 0.28 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0.28 |
|---|---|
| 5-th percentile | 0.51 |
| Q1 | 0.83 |
| median | 1.07 |
| Q3 | 1.37 |
| 95-th percentile | 1.8855 |
| Maximum | 3.7 |
| Range | 3.42 |
| Interquartile range (IQR) | 0.54 |
Descriptive statistics
| Standard deviation | 0.44352229 |
|---|---|
| Coefficient of variation (CV) | 0.39560902 |
| Kurtosis | 4.4712255 |
| Mean | 1.1211127 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | 1.2913394 |
| Sum | 795.99 |
| Variance | 0.19671202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 13 | 1.7% |
| 1.04 | 13 | 1.7% |
| 0.85 | 13 | 1.7% |
| 0.93 | 13 | 1.7% |
| 1.1 | 13 | 1.7% |
| 1.18 | 11 | 1.4% |
| 0.95 | 11 | 1.4% |
| 1 | 10 | 1.3% |
| 0.84 | 10 | 1.3% |
| 0.87 | 9 | 1.2% |
| Other values (164) | 594 | |
| (Missing) | 58 | 7.6% |
| Value | Count | Frequency (%) |
| 0.28 | 1 | |
| 0.32 | 1 | |
| 0.33 | 2 | |
| 0.34 | 2 | |
| 0.35 | 1 | |
| 0.36 | 2 | |
| 0.37 | 2 | |
| 0.39 | 1 | |
| 0.4 | 2 | |
| 0.41 | 2 |
| Value | Count | Frequency (%) |
| 3.7 | 3 | |
| 2.8 | 1 | 0.1% |
| 2.53 | 2 | |
| 2.49 | 1 | 0.1% |
| 2.44 | 1 | 0.1% |
| 2.31 | 1 | 0.1% |
| 2.3 | 1 | 0.1% |
| 2.29 | 1 | 0.1% |
| 2.24 | 2 | |
| 2.23 | 1 | 0.1% |
| Distinct | 261 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 58 |
| Missing (%) | 7.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6717042 |
| Minimum | 0 |
|---|---|
| Maximum | 6.04 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.6745 |
| Q1 | 1.11 |
| median | 1.535 |
| Q3 | 2.07 |
| 95-th percentile | 3.18 |
| Maximum | 6.04 |
| Range | 6.04 |
| Interquartile range (IQR) | 0.96 |
Descriptive statistics
| Standard deviation | 0.77008108 |
|---|---|
| Coefficient of variation (CV) | 0.4606563 |
| Kurtosis | 1.8978142 |
| Mean | 1.6717042 |
| Median Absolute Deviation (MAD) | 0.475 |
| Skewness | 1.0866871 |
| Sum | 1186.91 |
| Variance | 0.59302488 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.01 | 9 | 1.2% |
| 1.12 | 9 | 1.2% |
| 1.32 | 9 | 1.2% |
| 1.37 | 8 | 1.0% |
| 1.29 | 8 | 1.0% |
| 1.18 | 7 | 0.9% |
| 2.06 | 7 | 0.9% |
| 1.94 | 7 | 0.9% |
| 1.26 | 7 | 0.9% |
| 1.76 | 7 | 0.9% |
| Other values (251) | 632 | |
| (Missing) | 58 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 0.33 | 1 | 0.1% |
| 0.39 | 1 | 0.1% |
| 0.42 | 2 | 0.3% |
| 0.45 | 1 | 0.1% |
| 0.46 | 1 | 0.1% |
| 0.47 | 1 | 0.1% |
| 0.5 | 3 | |
| 0.55 | 5 | |
| 0.56 | 4 |
| Value | Count | Frequency (%) |
| 6.04 | 1 | |
| 4.41 | 1 | |
| 4.28 | 1 | |
| 4.25 | 2 | |
| 4.19 | 1 | |
| 4.13 | 1 | |
| 3.97 | 1 | |
| 3.94 | 1 | |
| 3.89 | 1 | |
| 3.87 | 1 |
| Distinct | 360 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 205 |
| Missing (%) | 26.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.787744 |
| Minimum | 35.1 |
|---|---|
| Maximum | 140.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 35.1 |
|---|---|
| 5-th percentile | 47.61 |
| Q1 | 57.9 |
| median | 67.2 |
| Q3 | 78.4 |
| 95-th percentile | 102.99 |
| Maximum | 140.5 |
| Range | 105.4 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 16.938157 |
|---|---|
| Coefficient of variation (CV) | 0.24270962 |
| Kurtosis | 1.3539238 |
| Mean | 69.787744 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.98611018 |
| Sum | 39290.5 |
| Variance | 286.90115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72.3 | 5 | 0.7% |
| 65.4 | 5 | 0.7% |
| 59.6 | 4 | 0.5% |
| 54 | 4 | 0.5% |
| 53.7 | 4 | 0.5% |
| 76.6 | 4 | 0.5% |
| 65.6 | 4 | 0.5% |
| 61.8 | 4 | 0.5% |
| 55.1 | 4 | 0.5% |
| 69.4 | 4 | 0.5% |
| Other values (350) | 521 | |
| (Missing) | 205 | 26.7% |
| Value | Count | Frequency (%) |
| 35.1 | 1 | |
| 35.8 | 1 | |
| 36.4 | 1 | |
| 39.8 | 1 | |
| 41.6 | 1 | |
| 41.8 | 1 | |
| 42 | 1 | |
| 42.1 | 2 | |
| 42.5 | 1 | |
| 43.6 | 1 |
| Value | Count | Frequency (%) |
| 140.5 | 1 | |
| 135.2 | 1 | |
| 133.8 | 1 | |
| 130.6 | 1 | |
| 129.1 | 1 | |
| 121.9 | 1 | |
| 118 | 1 | |
| 116.3 | 1 | |
| 115.8 | 1 | |
| 114.7 | 1 |
| Distinct | 194 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 331 |
| Missing (%) | 43.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5870046 |
| Minimum | 1.39 |
|---|---|
| Maximum | 1.785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 1.39 |
|---|---|
| 5-th percentile | 1.4918 |
| Q1 | 1.552 |
| median | 1.589 |
| Q3 | 1.619 |
| 95-th percentile | 1.6772 |
| Maximum | 1.785 |
| Range | 0.395 |
| Interquartile range (IQR) | 0.067 |
Descriptive statistics
| Standard deviation | 0.057610126 |
|---|---|
| Coefficient of variation (CV) | 0.036301172 |
| Kurtosis | 1.2076171 |
| Mean | 1.5870046 |
| Median Absolute Deviation (MAD) | 0.034 |
| Skewness | -0.018390588 |
| Sum | 693.521 |
| Variance | 0.0033189266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.584 | 7 | 0.9% |
| 1.591 | 7 | 0.9% |
| 1.588 | 7 | 0.9% |
| 1.61 | 7 | 0.9% |
| 1.606 | 6 | 0.8% |
| 1.568 | 6 | 0.8% |
| 1.6 | 6 | 0.8% |
| 1.595 | 6 | 0.8% |
| 1.598 | 6 | 0.8% |
| 1.585 | 5 | 0.7% |
| Other values (184) | 374 | |
| (Missing) | 331 |
| Value | Count | Frequency (%) |
| 1.39 | 1 | |
| 1.404 | 1 | |
| 1.405 | 1 | |
| 1.406 | 1 | |
| 1.416 | 1 | |
| 1.417 | 1 | |
| 1.457 | 1 | |
| 1.46 | 1 | |
| 1.466 | 1 | |
| 1.467 | 1 |
| Value | Count | Frequency (%) |
| 1.785 | 1 | |
| 1.78 | 1 | |
| 1.762 | 1 | |
| 1.759 | 1 | |
| 1.757 | 1 | |
| 1.733 | 1 | |
| 1.717 | 1 | |
| 1.715 | 1 | |
| 1.71 | 1 | |
| 1.708 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 768 | |
| 0 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 768 | |
| 0 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 768 | |
| . | 768 | |
| 0 | 768 |
total_protein_extreme_flag
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
dphru_053_final_corrections_applied
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
ezin_002_final_corrections_applied
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1536 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1536 | |
| . | 768 |
quality_harmonization_version
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.0 KiB |
| 2.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 768 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 768 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1536 | |
| Other Punctuation | 768 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 0 | 768 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2304 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| . | 768 | |
| 0 | 768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| . | 768 | |
| 0 | 768 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 563 | |
| False | 205 | 26.7% |
Interactions
Correlations
| Age (at enrolment) | BMI (kg/m²) | FASTING HDL | FASTING LDL | Waist circumference (cm) | climate_14d_mean_temp | climate_30d_mean_temp | climate_7d_max_temp | climate_7d_mean_temp | climate_daily_max_temp | climate_daily_mean_temp | climate_daily_min_temp | climate_heat_day_p90 | climate_heat_stress_index | climate_season | climate_standardized_anomaly | climate_temp_anomaly | fasting_glucose_mmol_L | hdl_cholesterol_mg_dL | height_m | ldl_cholesterol_mg_dL | month | season | total_cholesterol_mg_dL | waist_circ_unit_correction_applied | weight_kg | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | 0.229 | 0.012 | 0.157 | 0.285 | -0.038 | -0.024 | 0.031 | -0.032 | 0.051 | 0.017 | -0.025 | 0.073 | 0.011 | 0.014 | 0.092 | 0.072 | 0.154 | 0.012 | -0.037 | 0.157 | 0.008 | 0.014 | 0.155 | 0.000 | 0.218 | 0.091 |
| BMI (kg/m²) | 0.229 | 1.000 | 0.020 | 0.106 | 0.895 | 0.028 | 0.031 | 0.052 | 0.044 | 0.036 | 0.040 | 0.030 | 0.000 | 0.041 | 0.000 | 0.020 | 0.007 | 0.116 | 0.020 | -0.112 | 0.106 | -0.027 | 0.000 | 0.096 | 0.000 | 0.937 | 0.000 |
| FASTING HDL | 0.012 | 0.020 | 1.000 | 0.269 | 0.004 | 0.188 | 0.204 | 0.175 | 0.187 | -0.098 | 0.079 | 0.189 | 1.000 | -0.113 | 0.150 | -0.168 | -0.169 | 0.008 | 1.000 | -0.021 | 0.269 | -0.102 | 0.150 | 0.507 | 0.102 | 0.021 | 0.159 |
| FASTING LDL | 0.157 | 0.106 | 0.269 | 1.000 | 0.091 | 0.141 | 0.096 | 0.114 | 0.205 | 0.054 | 0.165 | 0.172 | 1.000 | 0.095 | 0.092 | -0.025 | -0.015 | 0.032 | 0.269 | -0.081 | 1.000 | -0.210 | 0.092 | 0.566 | 0.094 | 0.093 | 0.107 |
| Waist circumference (cm) | 0.285 | 0.895 | 0.004 | 0.091 | 1.000 | 0.055 | 0.073 | 0.058 | 0.047 | 0.025 | 0.060 | 0.059 | 1.000 | 0.031 | 0.044 | 0.038 | -0.033 | 0.174 | 0.004 | 0.047 | 0.091 | -0.042 | 0.044 | 0.111 | 1.000 | 0.896 | 0.016 |
| climate_14d_mean_temp | -0.038 | 0.028 | 0.188 | 0.141 | 0.055 | 1.000 | 0.977 | 0.483 | 0.948 | 0.152 | 0.797 | 0.900 | 0.000 | 0.227 | 0.768 | -0.416 | -0.568 | -0.007 | 0.188 | -0.069 | 0.141 | -0.494 | 0.768 | 0.138 | 0.638 | 0.033 | 0.569 |
| climate_30d_mean_temp | -0.024 | 0.031 | 0.204 | 0.096 | 0.073 | 0.977 | 1.000 | 0.511 | 0.911 | 0.094 | 0.739 | 0.879 | 0.000 | 0.146 | 0.656 | -0.472 | -0.623 | -0.003 | 0.204 | -0.072 | 0.096 | -0.445 | 0.656 | 0.155 | 0.563 | 0.044 | 0.484 |
| climate_7d_max_temp | 0.031 | 0.052 | 0.175 | 0.114 | 0.058 | 0.483 | 0.511 | 1.000 | 0.544 | 0.429 | 0.623 | 0.271 | 0.699 | 0.487 | 0.634 | -0.093 | 0.094 | -0.093 | 0.175 | -0.092 | 0.114 | -0.046 | 0.634 | 0.163 | 0.591 | 0.044 | 0.611 |
| climate_7d_mean_temp | -0.032 | 0.044 | 0.187 | 0.205 | 0.047 | 0.948 | 0.911 | 0.544 | 1.000 | 0.154 | 0.794 | 0.881 | 0.000 | 0.265 | 0.868 | -0.394 | -0.497 | -0.006 | 0.187 | -0.080 | 0.205 | -0.604 | 0.868 | 0.124 | 0.716 | 0.032 | 0.554 |
| climate_daily_max_temp | 0.051 | 0.036 | -0.098 | 0.054 | 0.025 | 0.152 | 0.094 | 0.429 | 0.154 | 1.000 | 0.631 | -0.084 | 0.996 | 0.762 | 0.632 | 0.517 | 0.649 | -0.049 | -0.098 | -0.087 | 0.054 | 0.291 | 0.632 | -0.032 | 0.660 | 0.047 | 0.541 |
| climate_daily_mean_temp | 0.017 | 0.040 | 0.079 | 0.165 | 0.060 | 0.797 | 0.739 | 0.623 | 0.794 | 0.631 | 1.000 | 0.663 | 0.085 | 0.629 | 0.730 | 0.093 | -0.023 | -0.008 | 0.079 | -0.069 | 0.165 | -0.321 | 0.730 | 0.082 | 0.485 | 0.046 | 0.753 |
| climate_daily_min_temp | -0.025 | 0.030 | 0.189 | 0.172 | 0.059 | 0.900 | 0.879 | 0.271 | 0.881 | -0.084 | 0.663 | 1.000 | 0.091 | 0.033 | 0.678 | -0.396 | -0.703 | 0.070 | 0.189 | -0.045 | 0.172 | -0.738 | 0.678 | 0.101 | 0.629 | 0.037 | 0.658 |
| climate_heat_day_p90 | 0.073 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.699 | 0.000 | 0.996 | 0.085 | 0.091 | 1.000 | 0.341 | 0.070 | 0.067 | 0.995 | 0.000 | 1.000 | 1.000 | 1.000 | 0.125 | 0.070 | 1.000 | 0.000 | 1.000 | 0.000 |
| climate_heat_stress_index | 0.011 | 0.041 | -0.113 | 0.095 | 0.031 | 0.227 | 0.146 | 0.487 | 0.265 | 0.762 | 0.629 | 0.033 | 0.341 | 1.000 | 0.559 | 0.307 | 0.438 | -0.132 | -0.113 | -0.110 | 0.095 | 0.028 | 0.559 | -0.008 | 0.585 | 0.032 | 0.473 |
| climate_season | 0.014 | 0.000 | 0.150 | 0.092 | 0.044 | 0.768 | 0.656 | 0.634 | 0.868 | 0.632 | 0.730 | 0.678 | 0.070 | 0.559 | 1.000 | 0.643 | 0.754 | 0.185 | 0.150 | 0.062 | 0.092 | 0.993 | 1.000 | 0.143 | 0.908 | 0.101 | 0.416 |
| climate_standardized_anomaly | 0.092 | 0.020 | -0.168 | -0.025 | 0.038 | -0.416 | -0.472 | -0.093 | -0.394 | 0.517 | 0.093 | -0.396 | 0.067 | 0.307 | 0.643 | 1.000 | 0.684 | 0.206 | -0.168 | 0.075 | -0.025 | 0.234 | 0.643 | -0.126 | 0.583 | 0.050 | 0.707 |
| climate_temp_anomaly | 0.072 | 0.007 | -0.169 | -0.015 | -0.033 | -0.568 | -0.623 | 0.094 | -0.497 | 0.649 | -0.023 | -0.703 | 0.995 | 0.438 | 0.754 | 0.684 | 1.000 | -0.050 | -0.169 | 0.020 | -0.015 | 0.572 | 0.754 | -0.093 | 0.734 | -0.001 | 0.773 |
| fasting_glucose_mmol_L | 0.154 | 0.116 | 0.008 | 0.032 | 0.174 | -0.007 | -0.003 | -0.093 | -0.006 | -0.049 | -0.008 | 0.070 | 0.000 | -0.132 | 0.185 | 0.206 | -0.050 | 1.000 | 0.008 | -0.055 | 0.032 | -0.160 | 0.185 | -0.066 | 0.227 | 0.133 | 0.186 |
| hdl_cholesterol_mg_dL | 0.012 | 0.020 | 1.000 | 0.269 | 0.004 | 0.188 | 0.204 | 0.175 | 0.187 | -0.098 | 0.079 | 0.189 | 1.000 | -0.113 | 0.150 | -0.168 | -0.169 | 0.008 | 1.000 | -0.021 | 0.269 | -0.102 | 0.150 | 0.507 | 0.102 | 0.021 | 0.159 |
| height_m | -0.037 | -0.112 | -0.021 | -0.081 | 0.047 | -0.069 | -0.072 | -0.092 | -0.080 | -0.087 | -0.069 | -0.045 | 1.000 | -0.110 | 0.062 | 0.075 | 0.020 | -0.055 | -0.021 | 1.000 | -0.081 | 0.082 | 0.062 | -0.039 | 1.000 | 0.185 | 0.000 |
| ldl_cholesterol_mg_dL | 0.157 | 0.106 | 0.269 | 1.000 | 0.091 | 0.141 | 0.096 | 0.114 | 0.205 | 0.054 | 0.165 | 0.172 | 1.000 | 0.095 | 0.092 | -0.025 | -0.015 | 0.032 | 0.269 | -0.081 | 1.000 | -0.210 | 0.092 | 0.566 | 0.094 | 0.093 | 0.107 |
| month | 0.008 | -0.027 | -0.102 | -0.210 | -0.042 | -0.494 | -0.445 | -0.046 | -0.604 | 0.291 | -0.321 | -0.738 | 0.125 | 0.028 | 0.993 | 0.234 | 0.572 | -0.160 | -0.102 | 0.082 | -0.210 | 1.000 | 0.993 | 0.012 | 0.976 | -0.023 | 0.483 |
| season | 0.014 | 0.000 | 0.150 | 0.092 | 0.044 | 0.768 | 0.656 | 0.634 | 0.868 | 0.632 | 0.730 | 0.678 | 0.070 | 0.559 | 1.000 | 0.643 | 0.754 | 0.185 | 0.150 | 0.062 | 0.092 | 0.993 | 1.000 | 0.143 | 0.908 | 0.101 | 0.416 |
| total_cholesterol_mg_dL | 0.155 | 0.096 | 0.507 | 0.566 | 0.111 | 0.138 | 0.155 | 0.163 | 0.124 | -0.032 | 0.082 | 0.101 | 1.000 | -0.008 | 0.143 | -0.126 | -0.093 | -0.066 | 0.507 | -0.039 | 0.566 | 0.012 | 0.143 | 1.000 | 0.125 | 0.084 | 0.098 |
| waist_circ_unit_correction_applied | 0.000 | 0.000 | 0.102 | 0.094 | 1.000 | 0.638 | 0.563 | 0.591 | 0.716 | 0.660 | 0.485 | 0.629 | 0.000 | 0.585 | 0.908 | 0.583 | 0.734 | 0.227 | 0.102 | 1.000 | 0.094 | 0.976 | 0.908 | 0.125 | 1.000 | 1.000 | 0.475 |
| weight_kg | 0.218 | 0.937 | 0.021 | 0.093 | 0.896 | 0.033 | 0.044 | 0.044 | 0.032 | 0.047 | 0.046 | 0.037 | 1.000 | 0.032 | 0.101 | 0.050 | -0.001 | 0.133 | 0.021 | 0.185 | 0.093 | -0.023 | 0.101 | 0.084 | 1.000 | 1.000 | 0.000 |
| year | 0.091 | 0.000 | 0.159 | 0.107 | 0.016 | 0.569 | 0.484 | 0.611 | 0.554 | 0.541 | 0.753 | 0.658 | 0.000 | 0.473 | 0.416 | 0.707 | 0.773 | 0.186 | 0.159 | 0.000 | 0.107 | 0.483 | 0.416 | 0.098 | 0.475 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | primary_date | year | month | season | latitude | longitude | jhb_subregion | city | province | country | Age (at enrolment) | date | FASTING HDL | FASTING LDL | coordinate_source | coordinate_precision | geographic_source | HEAT_VULNERABILITY_SCORE | HEAT_STRESS_RISK_CATEGORY | johannesburg_metro_valid | study_site_location | BMI (kg/m²) | Waist circumference (cm) | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_7d_mean_temp | climate_7d_max_temp | climate_14d_mean_temp | climate_30d_mean_temp | climate_temp_anomaly | climate_standardized_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_p90_threshold | climate_p95_threshold | climate_p99_threshold | climate_season | fasting_glucose_mmol_L | total_cholesterol_mg_dL | hdl_cholesterol_mg_dL | ldl_cholesterol_mg_dL | weight_kg | height_m | sa_biomarker_standards | cd4_correction_applied | final_comprehensive_fix_applied | total_protein_extreme_flag | dphru_053_final_corrections_applied | ezin_002_final_corrections_applied | quality_harmonization_version | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | JHB_DPHRU_013 | 2011-02-10 | 2011.0 | 2.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 19.4 | 2011-02-10 | 1.23 | 1.41 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 24.2 | 83.0 | 19.599 | 25.325 | 14.057 | 20.253 | 27.105 | 19.475 | 18.966 | 6.360 | -0.137 | 0.0 | 0.0 | 20.175 | 28.409 | 29.704 | 31.797 | Summer | 5.03 | 2.77 | 1.23 | 1.41 | 59.8 | 1.584 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 218 | JHB_DPHRU_013 | 2011-04-09 | 2011.0 | 4.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 39.4 | 2011-04-09 | 0.90 | 1.54 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 33.6 | 103.0 | 14.603 | 20.589 | 9.004 | 15.064 | 21.264 | 15.483 | 15.734 | 4.855 | -0.449 | 0.0 | 0.0 | 16.765 | 28.409 | 29.704 | 31.797 | Autumn | 4.55 | 4.93 | 0.90 | 1.54 | 83.9 | 1.589 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 219 | JHB_DPHRU_013 | 2012-01-21 | 2012.0 | 1.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | NaN | 2012-01-21 | 1.33 | 2.20 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 33.1 | NaN | 20.465 | 25.572 | 13.454 | 19.631 | 26.045 | 19.334 | 20.175 | 5.397 | 0.217 | 0.0 | 0.0 | 22.867 | 28.409 | 29.704 | 31.797 | Summer | 4.76 | 5.11 | 1.33 | 2.20 | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 220 | JHB_DPHRU_013 | 2012-04-02 | 2012.0 | 4.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 40.0 | 2012-04-02 | 1.61 | 2.37 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 33.5 | 102.0 | 14.685 | 18.896 | 11.187 | 15.633 | 23.498 | 16.637 | 16.732 | 2.164 | -0.410 | 0.0 | 0.0 | 14.373 | 28.409 | 29.704 | 31.797 | Autumn | 6.72 | 5.35 | 1.61 | 2.37 | 84.7 | 1.598 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 221 | JHB_DPHRU_013 | 2013-05-16 | 2013.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 42.0 | 2013-05-16 | 1.71 | 3.36 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 30.1 | 89.0 | 13.316 | 20.768 | 6.616 | 12.665 | 20.768 | 12.570 | 12.856 | 7.913 | 0.190 | 0.0 | 0.0 | 15.721 | 28.409 | 29.704 | 31.797 | Autumn | 5.68 | 5.89 | 1.71 | 3.36 | 76.0 | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 222 | JHB_DPHRU_013 | 2011-03-19 | 2011.0 | 3.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 39.0 | 2011-03-19 | 1.16 | 3.03 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 22.0 | 77.0 | 17.039 | 20.324 | 14.291 | 18.081 | 23.496 | 19.009 | 19.139 | 1.185 | -0.702 | 0.0 | 0.0 | 16.476 | 28.409 | 29.704 | 31.797 | Autumn | 5.03 | 3.97 | 1.16 | 3.03 | 68.0 | 1.762 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 223 | JHB_DPHRU_013 | 2011-08-27 | 2011.0 | 8.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 40.0 | 2011-08-27 | 0.52 | 2.48 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 21.5 | NaN | 16.425 | 25.931 | 6.306 | 14.198 | 26.292 | 14.800 | 13.947 | 11.984 | 1.090 | 0.0 | 0.0 | 21.057 | 28.409 | 29.704 | 31.797 | Winter | 4.32 | 2.52 | 0.52 | 2.48 | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 224 | JHB_DPHRU_013 | 2012-02-09 | 2012.0 | 2.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 40.0 | 2012-02-09 | 0.95 | 2.71 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 21.2 | 77.0 | 20.357 | 24.319 | 17.507 | 19.982 | 25.893 | 20.679 | 20.600 | 3.719 | 0.298 | 0.0 | 0.0 | 20.518 | 28.409 | 29.704 | 31.797 | Summer | 5.48 | 4.17 | 0.95 | 2.71 | 65.0 | 1.759 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 225 | JHB_DPHRU_013 | 2013-05-09 | 2013.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 41.0 | 2013-05-09 | 1.04 | 2.60 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 21.6 | 77.0 | 13.316 | 20.768 | 6.616 | 12.665 | 20.768 | 12.570 | 12.856 | 7.913 | 0.190 | 0.0 | 0.0 | 15.721 | 28.409 | 29.704 | 31.797 | Autumn | 5.26 | 4.47 | 1.04 | 2.60 | 66.1 | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 226 | JHB_DPHRU_013 | 2011-03-17 | 2011.0 | 3.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 22.2 | 2011-03-17 | 0.90 | 2.17 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 19.3 | 69.0 | 17.039 | 20.324 | 14.291 | 18.081 | 23.496 | 19.009 | 19.139 | 1.185 | -0.702 | 0.0 | 0.0 | 16.476 | 28.409 | 29.704 | 31.797 | Autumn | 4.25 | 3.13 | 0.90 | 2.17 | 51.8 | 1.646 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| study_source | primary_date | year | month | season | latitude | longitude | jhb_subregion | city | province | country | Age (at enrolment) | date | FASTING HDL | FASTING LDL | coordinate_source | coordinate_precision | geographic_source | HEAT_VULNERABILITY_SCORE | HEAT_STRESS_RISK_CATEGORY | johannesburg_metro_valid | study_site_location | BMI (kg/m²) | Waist circumference (cm) | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_7d_mean_temp | climate_7d_max_temp | climate_14d_mean_temp | climate_30d_mean_temp | climate_temp_anomaly | climate_standardized_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_p90_threshold | climate_p95_threshold | climate_p99_threshold | climate_season | fasting_glucose_mmol_L | total_cholesterol_mg_dL | hdl_cholesterol_mg_dL | ldl_cholesterol_mg_dL | weight_kg | height_m | sa_biomarker_standards | cd4_correction_applied | final_comprehensive_fix_applied | total_protein_extreme_flag | dphru_053_final_corrections_applied | ezin_002_final_corrections_applied | quality_harmonization_version | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 975 | JHB_DPHRU_013 | 2011-06-11 | 2011.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 25.9 | 2011-06-11 | 1.14 | 1.57 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 21.5 | 68.0 | 9.616 | 17.344 | 3.333 | 8.993 | 18.699 | 8.826 | 9.584 | 7.760 | -0.193 | 0.0 | 0.0 | 13.351 | 28.409 | 29.704 | 31.797 | Winter | 4.76 | 4.96 | 1.14 | 1.57 | 50.4 | 1.538 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 976 | JHB_DPHRU_013 | 2012-01-21 | 2012.0 | 1.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | NaN | 2012-01-21 | 1.32 | 2.19 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 22.6 | NaN | 20.465 | 25.572 | 13.454 | 19.631 | 26.045 | 19.334 | 20.175 | 5.397 | 0.217 | 0.0 | 0.0 | 22.867 | 28.409 | 29.704 | 31.797 | Summer | 4.97 | 6.24 | 1.32 | 2.19 | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 977 | JHB_DPHRU_013 | 2012-05-12 | 2012.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 27.0 | 2012-05-12 | 1.96 | 2.68 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 23.6 | 72.0 | 14.550 | 20.108 | 8.035 | 15.080 | 23.705 | 15.226 | 15.208 | 4.900 | 0.716 | 0.0 | 0.0 | 16.442 | 28.409 | 29.704 | 31.797 | Autumn | NaN | 6.82 | 1.96 | 2.68 | 54.6 | 1.525 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 978 | JHB_DPHRU_013 | 2011-06-11 | 2011.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 33.3 | 2011-06-11 | 1.10 | 1.05 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 32.4 | 97.0 | 9.616 | 17.344 | 3.333 | 8.993 | 18.699 | 8.826 | 9.584 | 7.760 | -0.193 | 0.0 | 0.0 | 13.351 | 28.409 | 29.704 | 31.797 | Winter | 5.38 | 3.70 | 1.10 | 1.05 | 77.8 | 1.554 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 979 | JHB_DPHRU_013 | 2011-11-16 | 2011.0 | 11.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 34.0 | 2011-11-16 | 1.40 | 1.72 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 34.4 | NaN | 19.084 | 26.136 | 12.465 | 17.695 | 26.204 | 19.629 | 20.948 | 5.189 | -0.069 | 0.0 | 0.0 | 15.360 | 28.409 | 29.704 | 31.797 | Spring | 5.50 | 5.32 | 1.40 | 1.72 | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 980 | JHB_DPHRU_013 | 2012-05-02 | 2012.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 34.0 | 2012-05-02 | 1.76 | 1.32 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 37.3 | 115.5 | 14.550 | 20.108 | 8.035 | 15.080 | 23.705 | 15.226 | 15.208 | 4.900 | 0.716 | 0.0 | 0.0 | 16.442 | 28.409 | 29.704 | 31.797 | Autumn | 5.99 | 4.11 | 1.76 | 1.32 | 90.8 | 1.562 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 981 | JHB_DPHRU_013 | 2013-05-08 | 2013.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 35.0 | 2013-05-08 | 0.42 | 1.35 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 37.9 | 103.0 | 13.316 | 20.768 | 6.616 | 12.665 | 20.768 | 12.570 | 12.856 | 7.913 | 0.190 | 0.0 | 0.0 | 15.721 | 28.409 | 29.704 | 31.797 | Autumn | 6.11 | 2.35 | 0.42 | 1.35 | 91.1 | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 982 | JHB_DPHRU_013 | 2011-06-07 | 2011.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 31.3 | 2011-06-07 | 0.91 | 1.00 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 31.8 | 101.0 | 9.616 | 17.344 | 3.333 | 8.993 | 18.699 | 8.826 | 9.584 | 7.760 | -0.193 | 0.0 | 0.0 | 13.351 | 28.409 | 29.704 | 31.797 | Winter | 5.21 | 3.52 | 0.91 | 1.00 | 84.6 | 1.630 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |
| 983 | JHB_DPHRU_013 | 2011-11-10 | 2011.0 | 11.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 32.0 | 2011-11-10 | 1.02 | 0.59 | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 31.2 | NaN | 19.084 | 26.136 | 12.465 | 17.695 | 26.204 | 19.629 | 20.948 | 5.189 | -0.069 | 0.0 | 0.0 | 15.360 | 28.409 | 29.704 | 31.797 | Spring | 4.67 | 2.93 | 1.02 | 0.59 | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 984 | JHB_DPHRU_013 | 2012-05-02 | 2012.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 32.0 | 2012-05-02 | NaN | NaN | JHB_DPHRU_013 | high | harmonized_datasets | 0.0 | LOW | 1.0 | Central Johannesburg (DPHRU) | 33.2 | 104.0 | 14.550 | 20.108 | 8.035 | 15.080 | 23.705 | 15.226 | 15.208 | 4.900 | 0.716 | 0.0 | 0.0 | 16.442 | 28.409 | 29.704 | 31.797 | Autumn | 5.76 | NaN | NaN | NaN | 87.2 | 1.627 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | True |